Allison Clement
Allison Clement
Wolfson Building, Parks Road, Oxford OX1 3QD
Interests
I am a DPhil Student a part of a Medical Imaging research group lead by Irina Voiculescu. I am part of the Computational and Health Informatics theme. I have an undergraduate degree in Biomechanical Engineering and a Master's in Biomedical Engineering. I have worked on many computational projects in biomechanical engineering. This has led me to Computer Science.
My research focuses on techniques aimed at creating a better understanding of the skeleton and developing technologies for diagnosis/treatment of orthopaedic disease.
My work to date focuses on screening babies for hip dislocations. It is important to improve screening methods to allow for more accessible patient care. To do this, I have developed landmark-based methods incorporating the clinical decision to improve landmark localisation.
My most recent published work has validated methods for reporting a machine's confidence in angle predictions for orthopaedic tasks.
Currently, I am focusing on developing and evaluating the incorporation of multimodal (text and image data) to improve landmark-based orthopaedic screening.
Current work includes:
- Improving automated ultrasound screening methods.
- Exploring the use of integrating clinical classification into a loss function to improve ultrasound screening.
- Combined landmark−based screening method to improve disease classification.
- Creating angle metrics to evaluate agreement with classification.
- Incorporating multimodal (text and image data) to improve orthopaedic screening.
Previous work includes:
- Skull to face predictive models (UNets) using metadata and CT images.
- Skull implants generation for defects from CT images ( Auto Implant Challenge MICCAI 2021)
- Facial recognition CNNs for intraoperative tools to improve nasal reconstruction surgery.
- Automated tumour segmentation in preclinical and clinical models.
- Material, mechanical and quantitative characterisation of bone architecture and quality.
Selected Publications
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Confidence in Angle Predictions for Clinical Decision Support
Allison Clement‚ James Willoughby and Irina Voiculescu
In Medical Image Computing and Computer−Assisted Intervention (MICCAI). September, 2025.
Details about Confidence in Angle Predictions for Clinical Decision Support | BibTeX data for Confidence in Angle Predictions for Clinical Decision Support | Link to Confidence in Angle Predictions for Clinical Decision Support
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A Handful of Data: Evaluating Few–Shot Incremental Landmark Detection
Nikil Patel‚ Allison Clement‚ Julian Wyatt‚ Roberto Di Via‚ Davide Marinelli‚ Massimiliano Ciranni‚ Vito Paolo Pastore and Irina Voiculescu
In Proceedings of the International Conference on Image Analysis and Processing (ICIAP). Springer. 2025.
Details about A Handful of Data: Evaluating Few–Shot Incremental Landmark Detection | BibTeX data for A Handful of Data: Evaluating Few–Shot Incremental Landmark Detection | Link to A Handful of Data: Evaluating Few–Shot Incremental Landmark Detection
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Landmark−Based Screening: Femoral Head Coverage and Graf Classification in Infant Developmental Dysplasia of the Hip
Allison Clement‚ Abhinav Singh and Irina Voiculescu
In European Conference on Computer Vision (ECCV). Women in Computer Vision (WiCV) Workshop. Springer Cham. September, 2024.
Details about Landmark−Based Screening: Femoral Head Coverage and Graf Classification in Infant Developmental Dysplasia of the Hip | BibTeX data for Landmark−Based Screening: Femoral Head Coverage and Graf Classification in Infant Developmental Dysplasia of the Hip | Link to Landmark−Based Screening: Femoral Head Coverage and Graf Classification in Infant Developmental Dysplasia of the Hip